{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Fashion Mnist数据集多分类任务"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Fashion MNIST数据集简介"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Fashion MNIST是一个替代MNIST手写数字集的图像数据集。它是由 Zalando（一家德国的时尚科技公司）旗下的研究部门提供，其涵盖了来自10种类别的共7万个不同商品的正面图片。\n",
    "\n",
    "FashionMNIST的大小（28x28）、格式（灰度图片）和训练集/测试集划分（60000/10000）与原始的MNIST完全一致。\n",
    "\n",
    "这个数据集的样子大致如下（每个类别占三行）：\n",
    "\n",
    "![image.png](attachment:image.png)\n",
    "\n",
    "数据集共有10个类别：\n",
    "\n",
    "  0: T-shirt/top（T恤）\n",
    "  \n",
    "  1: Trouser（裤子）\n",
    "  \n",
    "  2: Pullover（套衫）\n",
    "  \n",
    "  3: Dress（裙子）\n",
    "  \n",
    "  4: Coat（外套）\n",
    "  \n",
    "  5: Sandal（凉鞋）\n",
    "  \n",
    "  6: Shirt（汗衫）\n",
    "  \n",
    "  7: Sneaker（运动鞋）\n",
    "  \n",
    "  8: Bag（包）\n",
    "  \n",
    "  9: Ankle boot（踝靴）"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 导入必要的模块"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import tensorflow as tf\n",
    "from tensorflow import keras\n",
    "from tensorflow.keras import datasets\n",
    "from tensorflow.keras import Input, Model\n",
    "from tensorflow.keras.layers import Flatten, Dense\n",
    "from tensorflow.keras.callbacks import EarlyStopping\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import time\n",
    "import os"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 载入Fashion MNIST数据集"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(60000, 28, 28)\n",
      "(60000,)\n",
      "(10000, 28, 28)\n",
      "(10000,)\n"
     ]
    }
   ],
   "source": [
    "(x_train, y_train), (x_test, y_test) = datasets.fashion_mnist.load_data()\n",
    "print(x_train.shape)\n",
    "print(y_train.shape)\n",
    "print(x_test.shape)\n",
    "print(y_test.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "维度(60000, 28, 28) —> (60000, 784)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "x_train = x_train.reshape(-1, 28*28)\n",
    "x_test = x_test.reshape(-1, 28*28)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "归一化处理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "x_train = x_train/255.0\n",
    "x_test = x_test/255.0"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 模型搭建"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "使用到的api：\n",
    "\n",
    "**全连接操作`tf.keras.layers.Dense`**\n",
    "\n",
    "用到的参数：\n",
    "\n",
    "- **units**：输入整数，全连接层神经元个数。\n",
    "\n",
    "\n",
    "- **activation**：激活函数。\n",
    "\n",
    "  可选项：\n",
    "  \n",
    "  - 'sigmoid'：sigmoid激活函数\n",
    "  \n",
    "  - 'tanh'：tanh激活函数\n",
    "  \n",
    "  - 'relu'：relu激活函数\n",
    "  \n",
    "  - 'elu'或tf.keras.activations.elu(alpha=1.0)：elu激活函数\n",
    "  \n",
    "  - 'selu'：selu激活函数\n",
    "  \n",
    "  - 'swish': swish激活函数(tf2.2版本以上才有)\n",
    "  \n",
    "  - 'softmax': softmax函数\n",
    "\n",
    "\n",
    "- **kernel_initializer**：权重初始化，默认是'glorot_uniform'（即Xavier均匀初始化）。\n",
    "\n",
    "  可选项：\n",
    "  \n",
    "  - 'RandomNormal'或tf.keras.initializers.TruncatedNormal(mean=0.0, stddev=0.05)：正态分布采样，均值为0，标准差0.05\n",
    "  \n",
    "  - 'glorot_normal'：正态分布采样，均值为0，方差为2 / (fan_in + fan_out)\n",
    "  \n",
    "  - 'glorot_uniform'：均匀分布采样，范围[-limit, limit]，limit = sqrt(6 / (fan_in + fan_out))\n",
    "\n",
    "  - 'lecun_normal'：正态分布采样，均值为0，方差为1 / fan_in\n",
    "  \n",
    "  - 'lecun_uniform'：均匀分布采样，范围[-limit, limit]，limit = sqrt(3 / fan_in)\n",
    "  \n",
    "  - 'he_normal'：正态分布采样，均值为0，方差为2 / fan_in\n",
    "  \n",
    "  - 'he_uniform'：均匀分布采样，范围[-limit, limit]，limit = sqrt(6 / fan_in)\n",
    "  \n",
    "  fan_in是输入的神经元个数，fan_out是输出的神经元个数。\n",
    "\n",
    "\n",
    "- **name**：输入字符串，给该层设置一个名称。\n",
    "\n",
    "**模型设置`tf.keras.Sequential.compile`**\n",
    "\n",
    "用到的参数：\n",
    "\n",
    "- **loss**：损失函数，对于分类任务，如果标签没做one hot编码，一般使用\"sparse_categorical_crossentropy\"，否则使用\"categorical_crossentropy\"。\n",
    "\n",
    "\n",
    "- **optimizer**：优化器，这里选用\"sgd\"，更多优化器请查看https://tensorflow.google.cn/api_docs/python/tf/keras/optimizers\n",
    "\n",
    "\n",
    "- **metrics**：评价指标，这里选用\"accuracy\"，更多优化器请查看https://tensorflow.google.cn/api_docs/python/tf/keras/metrics\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "按照任务一的要求补全隐层的代码"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 输入层inputx\n",
    "inputs = Input(shape=(28*28), name='input')\n",
    "\n",
    "# 隐层dense\n",
    "x = Dense(units=256,activation='selu', kernel_initializer='glorot_normal', name='dense_0' )(inputs)\n",
    "x = Dense(units=128,activation='selu', kernel_initializer='glorot_normal', name='dense_1' )(inputs)\n",
    "\n",
    "\n",
    "# 输出层\n",
    "outputs = Dense(units=10, activation='softmax', name='logit')(x)\n",
    "\n",
    "# 设置模型的inputs和outputsin\n",
    "model = Model(inputs=inputs, outputs=outputs)\n",
    "\n",
    "# 设置损失函数loss、优化器optimizer、评价标准metrics\n",
    "model.compile(loss='sparse_categorical_crossentropy',\n",
    "              optimizer=\"sgd\", metrics=['accuracy'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "earlystopping = EarlyStopping(monitor='val_loss', min_delta=1e-4, patience=10, restore_best_weights=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "查看模型每层的参数量和输出的大小"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"functional_1\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "input (InputLayer)           [(None, 784)]             0         \n",
      "_________________________________________________________________\n",
      "dense_1 (Dense)              (None, 128)               100480    \n",
      "_________________________________________________________________\n",
      "logit (Dense)                (None, 10)                1290      \n",
      "=================================================================\n",
      "Total params: 101,770\n",
      "Trainable params: 101,770\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "model.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 模型训练\n",
    "\n",
    "**`tf.keras.Sequential.fit`**\n",
    "\n",
    "用到的参数：\n",
    "\n",
    "- **x**：输入数据。\n",
    "\n",
    "\n",
    "- **y**：输入标签。\n",
    "\n",
    "\n",
    "- **batch_size**：一次梯度更新使用的数据量。\n",
    "\n",
    "\n",
    "- **epochs**：数据集跑多少轮模型训练，一轮表示整个数据集训练一次。\n",
    "\n",
    "\n",
    "- **validation_split**：验证集占总数据量的比例，取值0~1。\n",
    "\n",
    "\n",
    "- **shuffle**：每轮训练是否打乱数据顺序，默认True。\n",
    "\n",
    "返回：History对象，History.history属性会记录每一轮训练集和验证集的损失函数值和评价指标。。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/150\n",
      "1500/1500 [==============================] - 2s 1ms/step - loss: 0.6905 - accuracy: 0.7698 - val_loss: 0.5392 - val_accuracy: 0.8130\n",
      "Epoch 2/150\n",
      "1500/1500 [==============================] - 2s 1ms/step - loss: 0.4965 - accuracy: 0.8304 - val_loss: 0.4836 - val_accuracy: 0.8271\n",
      "Epoch 3/150\n",
      "1500/1500 [==============================] - 2s 1ms/step - loss: 0.4593 - accuracy: 0.8406 - val_loss: 0.4527 - val_accuracy: 0.8402\n",
      "Epoch 4/150\n",
      "1500/1500 [==============================] - 2s 1ms/step - loss: 0.4386 - accuracy: 0.8465 - val_loss: 0.4416 - val_accuracy: 0.8436\n",
      "Epoch 5/150\n",
      "1500/1500 [==============================] - 2s 1ms/step - loss: 0.4250 - accuracy: 0.8508 - val_loss: 0.4310 - val_accuracy: 0.8465\n",
      "Epoch 6/150\n",
      "1500/1500 [==============================] - 2s 1ms/step - loss: 0.4139 - accuracy: 0.8552 - val_loss: 0.4199 - val_accuracy: 0.8545\n",
      "Epoch 7/150\n",
      "1500/1500 [==============================] - 2s 1ms/step - loss: 0.4050 - accuracy: 0.8573 - val_loss: 0.4145 - val_accuracy: 0.8526\n",
      "Epoch 8/150\n",
      "1500/1500 [==============================] - 2s 1ms/step - loss: 0.3967 - accuracy: 0.8599 - val_loss: 0.4044 - val_accuracy: 0.8572\n",
      "Epoch 9/150\n",
      "1500/1500 [==============================] - 2s 1ms/step - loss: 0.3899 - accuracy: 0.8618 - val_loss: 0.4036 - val_accuracy: 0.8550\n",
      "Epoch 10/150\n",
      "1500/1500 [==============================] - 2s 1ms/step - loss: 0.3831 - accuracy: 0.8640 - val_loss: 0.4010 - val_accuracy: 0.8580\n",
      "Epoch 11/150\n",
      "1500/1500 [==============================] - 2s 1ms/step - loss: 0.3770 - accuracy: 0.8655 - val_loss: 0.4006 - val_accuracy: 0.8583\n",
      "Epoch 12/150\n",
      "1500/1500 [==============================] - 2s 1ms/step - loss: 0.3708 - accuracy: 0.8698 - val_loss: 0.3933 - val_accuracy: 0.8595\n",
      "Epoch 13/150\n",
      "1500/1500 [==============================] - 2s 1ms/step - loss: 0.3666 - accuracy: 0.8705 - val_loss: 0.3835 - val_accuracy: 0.8642\n",
      "Epoch 14/150\n",
      "1500/1500 [==============================] - 2s 1ms/step - loss: 0.3605 - accuracy: 0.8725 - val_loss: 0.3911 - val_accuracy: 0.8597\n",
      "Epoch 15/150\n",
      "1500/1500 [==============================] - 2s 1ms/step - loss: 0.3569 - accuracy: 0.8728 - val_loss: 0.3770 - val_accuracy: 0.8648\n",
      "Epoch 16/150\n",
      "1500/1500 [==============================] - 2s 1ms/step - loss: 0.3523 - accuracy: 0.8758 - val_loss: 0.3736 - val_accuracy: 0.8654\n",
      "Epoch 17/150\n",
      "1500/1500 [==============================] - 2s 1ms/step - loss: 0.3482 - accuracy: 0.8767 - val_loss: 0.3769 - val_accuracy: 0.8671\n",
      "Epoch 18/150\n",
      "1500/1500 [==============================] - 2s 1ms/step - loss: 0.3449 - accuracy: 0.8766 - val_loss: 0.3700 - val_accuracy: 0.8662\n",
      "Epoch 19/150\n",
      "1500/1500 [==============================] - 2s 1ms/step - loss: 0.3411 - accuracy: 0.8791 - val_loss: 0.3684 - val_accuracy: 0.8693\n",
      "Epoch 20/150\n",
      "1500/1500 [==============================] - 2s 1ms/step - loss: 0.3373 - accuracy: 0.8795 - val_loss: 0.3779 - val_accuracy: 0.8664\n",
      "Epoch 21/150\n",
      "1500/1500 [==============================] - 2s 1ms/step - loss: 0.3336 - accuracy: 0.8817 - val_loss: 0.3656 - val_accuracy: 0.8704\n",
      "Epoch 22/150\n",
      "1500/1500 [==============================] - 2s 1ms/step - loss: 0.3308 - accuracy: 0.8823 - val_loss: 0.3636 - val_accuracy: 0.8717\n",
      "Epoch 23/150\n",
      "1500/1500 [==============================] - 2s 1ms/step - loss: 0.3273 - accuracy: 0.8831 - val_loss: 0.3617 - val_accuracy: 0.8706\n",
      "Epoch 24/150\n",
      "1500/1500 [==============================] - 2s 1ms/step - loss: 0.3249 - accuracy: 0.8836 - val_loss: 0.3573 - val_accuracy: 0.8715\n",
      "Epoch 25/150\n",
      "1500/1500 [==============================] - 2s 1ms/step - loss: 0.3219 - accuracy: 0.8846 - val_loss: 0.3580 - val_accuracy: 0.8719\n",
      "Epoch 26/150\n",
      "1500/1500 [==============================] - 2s 1ms/step - loss: 0.3185 - accuracy: 0.8865 - val_loss: 0.3601 - val_accuracy: 0.8727\n",
      "Epoch 27/150\n",
      "1500/1500 [==============================] - 2s 1ms/step - loss: 0.3166 - accuracy: 0.8862 - val_loss: 0.3572 - val_accuracy: 0.8735\n",
      "Epoch 28/150\n",
      "1500/1500 [==============================] - 2s 1ms/step - loss: 0.3130 - accuracy: 0.8875 - val_loss: 0.3544 - val_accuracy: 0.8731\n",
      "Epoch 29/150\n",
      "1500/1500 [==============================] - 2s 1ms/step - loss: 0.3111 - accuracy: 0.8880 - val_loss: 0.3516 - val_accuracy: 0.8733\n",
      "Epoch 30/150\n",
      "1500/1500 [==============================] - 2s 1ms/step - loss: 0.3075 - accuracy: 0.8897 - val_loss: 0.3581 - val_accuracy: 0.8721\n",
      "Epoch 31/150\n",
      "1500/1500 [==============================] - 2s 1ms/step - loss: 0.3060 - accuracy: 0.8904 - val_loss: 0.3451 - val_accuracy: 0.8767\n",
      "Epoch 32/150\n",
      "1500/1500 [==============================] - 2s 1ms/step - loss: 0.3032 - accuracy: 0.8907 - val_loss: 0.3520 - val_accuracy: 0.8717\n",
      "Epoch 33/150\n",
      "1500/1500 [==============================] - 2s 1ms/step - loss: 0.3004 - accuracy: 0.8914 - val_loss: 0.3572 - val_accuracy: 0.8737\n",
      "Epoch 34/150\n",
      "1500/1500 [==============================] - 2s 1ms/step - loss: 0.2981 - accuracy: 0.8930 - val_loss: 0.3510 - val_accuracy: 0.8744\n",
      "Epoch 35/150\n",
      "1500/1500 [==============================] - 2s 1ms/step - loss: 0.2959 - accuracy: 0.8944 - val_loss: 0.3465 - val_accuracy: 0.8784\n",
      "Epoch 36/150\n",
      "1500/1500 [==============================] - 2s 1ms/step - loss: 0.2945 - accuracy: 0.8935 - val_loss: 0.3404 - val_accuracy: 0.8780\n",
      "Epoch 37/150\n",
      "1500/1500 [==============================] - 2s 1ms/step - loss: 0.2917 - accuracy: 0.8940 - val_loss: 0.3430 - val_accuracy: 0.8771\n",
      "Epoch 38/150\n",
      "1500/1500 [==============================] - 2s 1ms/step - loss: 0.2900 - accuracy: 0.8963 - val_loss: 0.3449 - val_accuracy: 0.8732\n",
      "Epoch 39/150\n",
      "1500/1500 [==============================] - 2s 1ms/step - loss: 0.2876 - accuracy: 0.8963 - val_loss: 0.3404 - val_accuracy: 0.8777\n",
      "Epoch 40/150\n",
      "1500/1500 [==============================] - 2s 1ms/step - loss: 0.2861 - accuracy: 0.8974 - val_loss: 0.3384 - val_accuracy: 0.8775\n",
      "Epoch 41/150\n",
      "1500/1500 [==============================] - 2s 1ms/step - loss: 0.2834 - accuracy: 0.8983 - val_loss: 0.3453 - val_accuracy: 0.8761\n",
      "Epoch 42/150\n",
      "1500/1500 [==============================] - 2s 1ms/step - loss: 0.2831 - accuracy: 0.8978 - val_loss: 0.3382 - val_accuracy: 0.8787\n",
      "Epoch 43/150\n",
      "1500/1500 [==============================] - 2s 1ms/step - loss: 0.2812 - accuracy: 0.8992 - val_loss: 0.3358 - val_accuracy: 0.8787\n",
      "Epoch 44/150\n",
      "1500/1500 [==============================] - 2s 1ms/step - loss: 0.2781 - accuracy: 0.9003 - val_loss: 0.3582 - val_accuracy: 0.8717\n",
      "Epoch 45/150\n",
      "1500/1500 [==============================] - 2s 1ms/step - loss: 0.2760 - accuracy: 0.9016 - val_loss: 0.3352 - val_accuracy: 0.8812\n",
      "Epoch 46/150\n",
      "1500/1500 [==============================] - 2s 1ms/step - loss: 0.2745 - accuracy: 0.9020 - val_loss: 0.3398 - val_accuracy: 0.8766\n",
      "Epoch 47/150\n",
      "1500/1500 [==============================] - 2s 1ms/step - loss: 0.2726 - accuracy: 0.9018 - val_loss: 0.3459 - val_accuracy: 0.8760\n",
      "Epoch 48/150\n",
      "1500/1500 [==============================] - 2s 1ms/step - loss: 0.2706 - accuracy: 0.9031 - val_loss: 0.3383 - val_accuracy: 0.8789\n",
      "Epoch 49/150\n",
      "1500/1500 [==============================] - 2s 1ms/step - loss: 0.2685 - accuracy: 0.9038 - val_loss: 0.3324 - val_accuracy: 0.8813\n",
      "Epoch 50/150\n",
      "1500/1500 [==============================] - 2s 1ms/step - loss: 0.2676 - accuracy: 0.9043 - val_loss: 0.3310 - val_accuracy: 0.8797\n",
      "Epoch 51/150\n",
      "1500/1500 [==============================] - 2s 1ms/step - loss: 0.2658 - accuracy: 0.9045 - val_loss: 0.3339 - val_accuracy: 0.8802\n",
      "Epoch 52/150\n",
      "1500/1500 [==============================] - 2s 1ms/step - loss: 0.2644 - accuracy: 0.9048 - val_loss: 0.3340 - val_accuracy: 0.8797\n",
      "Epoch 53/150\n",
      "1500/1500 [==============================] - 2s 1ms/step - loss: 0.2621 - accuracy: 0.9060 - val_loss: 0.3325 - val_accuracy: 0.8825\n",
      "Epoch 54/150\n",
      "1500/1500 [==============================] - 2s 1ms/step - loss: 0.2614 - accuracy: 0.9071 - val_loss: 0.3298 - val_accuracy: 0.8827\n",
      "Epoch 55/150\n",
      "1500/1500 [==============================] - 2s 1ms/step - loss: 0.2593 - accuracy: 0.9066 - val_loss: 0.3298 - val_accuracy: 0.8815\n",
      "Epoch 56/150\n",
      "1500/1500 [==============================] - 2s 1ms/step - loss: 0.2584 - accuracy: 0.9085 - val_loss: 0.3544 - val_accuracy: 0.8739\n",
      "Epoch 57/150\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1500/1500 [==============================] - 2s 1ms/step - loss: 0.2565 - accuracy: 0.9083 - val_loss: 0.3261 - val_accuracy: 0.8825\n",
      "Epoch 58/150\n",
      "1500/1500 [==============================] - 2s 1ms/step - loss: 0.2553 - accuracy: 0.9079 - val_loss: 0.3387 - val_accuracy: 0.8775\n",
      "Epoch 59/150\n",
      "1500/1500 [==============================] - 2s 1ms/step - loss: 0.2543 - accuracy: 0.9087 - val_loss: 0.3251 - val_accuracy: 0.8832\n",
      "Epoch 60/150\n",
      "1500/1500 [==============================] - 2s 1ms/step - loss: 0.2524 - accuracy: 0.9087 - val_loss: 0.3316 - val_accuracy: 0.8817\n",
      "Epoch 61/150\n",
      "1500/1500 [==============================] - 2s 1ms/step - loss: 0.2508 - accuracy: 0.9114 - val_loss: 0.3307 - val_accuracy: 0.8829\n",
      "Epoch 62/150\n",
      "1500/1500 [==============================] - 2s 1ms/step - loss: 0.2489 - accuracy: 0.9103 - val_loss: 0.3270 - val_accuracy: 0.8820\n",
      "Epoch 63/150\n",
      "1500/1500 [==============================] - 2s 1ms/step - loss: 0.2475 - accuracy: 0.9114 - val_loss: 0.3262 - val_accuracy: 0.8839\n",
      "Epoch 64/150\n",
      "1500/1500 [==============================] - 2s 1ms/step - loss: 0.2461 - accuracy: 0.9114 - val_loss: 0.3291 - val_accuracy: 0.8818\n",
      "Epoch 65/150\n",
      "1500/1500 [==============================] - 2s 1ms/step - loss: 0.2449 - accuracy: 0.9116 - val_loss: 0.3275 - val_accuracy: 0.8829\n",
      "Epoch 66/150\n",
      "1500/1500 [==============================] - 2s 1ms/step - loss: 0.2435 - accuracy: 0.9129 - val_loss: 0.3270 - val_accuracy: 0.8827\n",
      "Epoch 67/150\n",
      "1500/1500 [==============================] - 2s 1ms/step - loss: 0.2421 - accuracy: 0.9130 - val_loss: 0.3288 - val_accuracy: 0.8821\n",
      "Epoch 68/150\n",
      "1500/1500 [==============================] - 2s 1ms/step - loss: 0.2406 - accuracy: 0.9145 - val_loss: 0.3278 - val_accuracy: 0.8808\n",
      "Epoch 69/150\n",
      "1500/1500 [==============================] - 2s 1ms/step - loss: 0.2400 - accuracy: 0.9150 - val_loss: 0.3254 - val_accuracy: 0.8842\n"
     ]
    }
   ],
   "source": [
    "history = model.fit(x=x_train, y=y_train, batch_size=32,\n",
    "                    epochs=150, validation_split=0.2,\n",
    "                    shuffle=True, callbacks=[earlystopping])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "画图查看history数据的变化趋势"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pd.DataFrame(history.history).plot(figsize=(8, 5))\n",
    "plt.grid(True)\n",
    "plt.xlabel('epoch')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "随着epoch的增加，loss（蓝线）不断下降，val_loss（绿线）先下降后抬升，这种变化趋势说明模型过拟合了。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 测试集评估结果"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "313/313 [==============================] - 0s 1ms/step - loss: 0.3578 - accuracy: 0.8718\n",
      "loss:  0.3577939569950104\n",
      "accuracy:  0.8718000054359436\n"
     ]
    }
   ],
   "source": [
    "loss, accuracy = model.evaluate(x_test, y_test)\n",
    "print('loss: ', loss)\n",
    "print('accuracy: ', accuracy)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 任务一"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "搭建模型，要求设置两层隐层：\n",
    "\n",
    "- 第一层隐层设置：神经元个数256，初始化方法为glorot_normal，激活函数为tanh\n",
    "\n",
    "\n",
    "- 第二层隐层设置：神经元个数128，初始化方法为glorot_normal，激活函数为tanh\n",
    "\n",
    "然后，运行模型训练和测试集评估代码。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 任务二"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "请尝试使用课上讲的提前终止的方法解决过拟合，使用到的api如下：\n",
    "\n",
    "**`tf.keras.callbacks.EarlyStopping`**\n",
    "\n",
    "用到的参数：\n",
    "\n",
    "- **monitor**：监控的数据，一般为'val_loss'。\n",
    "\n",
    "\n",
    "- **min_delta**：定义模型改善的最小量，只有大于min_delta才会认为模型有改善，默认为0。\n",
    "\n",
    "\n",
    "- **patience**：有多少个epoch，模型没有改善，训练就会停止，默认为0。\n",
    "\n",
    "\n",
    "- **restore_best_weights**：是否使用监控数据最好的模型参数，如果是False，使用的是训练最后一步的模型参数，默认False。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 任务三"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "根据以下表格，设置网络的初始化方法和激活函数，将Test Accuracy的最终结果填入下表。\n",
    "\n",
    "| 权重初始化 | 激活函数 | Test Accuracy |\n",
    "| :--------: | :------: | :-----------: |\n",
    "|   glorot_normal   |   tanh   | 0.8855 |\n",
    "|     he_normal     |   relu   | 0.8865000009536743 |\n",
    "| glorot_normal | elu | 0.8816999793052673 |\n",
    "| glorot_normal | selu | 0.8791999816894531 |"
   ]
  }
 ],
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